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Li R, Duan W, Ran Z, Chen X, Yu H, Fang L, Guo L, Zhou J. Diversity and correlation analysis of endophytes and metabolites of Panax quinquefolius L. in various tissues. BMC PLANT BIOLOGY 2023; 23:275. [PMID: 37226095 DOI: 10.1186/s12870-023-04282-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 05/13/2023] [Indexed: 05/26/2023]
Abstract
BACKGROUND Panax quinquefolius L. (American ginseng) is widely used in medicine due to its wealth of diverse pharmacological effects. Endophytes colonize within P. quinquefolius in multiple tissue types. However, the relationship between endophytes and the production of their active ingredients in different parts of the plant is not clear. RESULTS In this study, the relationship of endophytic diversity and the metabolites produced in different plant tissues of P. quinquefolius were analyzed using metagenomic and metabolomic approaches. The results showed relatively similar endophyte composition in roots and fibrils, but obvious differences between endophyte populations in stems and leaves. Species abundance analysis showed that at the phylum level, the dominant bacterial phylum was Cyanobacteria for roots, fibrils, stems and leaves, Ascomycota forroots and fibrils roots, and Basidiomycota for stems and leaves. LC-MS/MS technology was used to quantitatively analyze the metabolites in different tissues of P. quinquefolius. A total of 398 metabolites and 294 differential metaboliteswere identified, mainly organic acids, sugars, amino acids, polyphenols, and saponins. Most of the differential metabolites were enriched in metabolic pathways such as phenylpropane biosynthesis, flavonoid biosynthesis, citric acid cycle, and amino acid biosynthesis. Correlation analysis showed a positive and negative correlation between the endophytes and the differential metabolites. Conexibacter significantly enriched in root and fibril was significantly positively correlated with saponin differential metabolites, while cyberlindnera significantly enriched in stem and leaf was significantly negatively correlated with differential metabolites (p < 0.05). CONCLUSION The endophytic communities diversity were relatively similar in the roots and fibrils of P. quinquefolius, while there were greater differences between the stems and leaves. There was significant difference in metabolite content between different tissues of P. quinquefolius. Correlation analysis methods demonstrated a correlation between endophytes and differential metabolism.
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Affiliation(s)
- Rui Li
- School of Biological Science and Technology, University of Jinan, Jinan, 250022, PR China
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, 250355, PR China
| | - Wanying Duan
- School of Biological Science and Technology, University of Jinan, Jinan, 250022, PR China
| | - Zhifang Ran
- School of Biological Science and Technology, University of Jinan, Jinan, 250022, PR China
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, 250355, PR China
| | - Xiaoli Chen
- School of Biological Science and Technology, University of Jinan, Jinan, 250022, PR China
| | - Hongxia Yu
- Weihai Wendeng District Dao-di Ginseng Industry Development Co. LTD, Weihai, 264407, PR China
| | - Lei Fang
- School of Biological Science and Technology, University of Jinan, Jinan, 250022, PR China.
| | - Lanping Guo
- State Key Laboratory of Dao-di Herbs, National Resource Center for Chinese Medica, China Academy of Chinese Medical Sciences, Beijing, 100700, PR China.
| | - Jie Zhou
- School of Biological Science and Technology, University of Jinan, Jinan, 250022, PR China.
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Mandakovic D, Aguado-Norese C, García-Jiménez B, Hodar C, Maldonado JE, Gaete A, Latorre M, Wilkinson MD, Gutiérrez RA, Cavieres LA, Medina J, Cambiazo V, Gonzalez M. Testing the stress gradient hypothesis in soil bacterial communities associated with vegetation belts in the Andean Atacama Desert. ENVIRONMENTAL MICROBIOME 2023; 18:24. [PMID: 36978149 PMCID: PMC10052861 DOI: 10.1186/s40793-023-00486-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 03/20/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Soil microorganisms are in constant interaction with plants, and these interactions shape the composition of soil bacterial communities by modifying their environment. However, little is known about the relationship between microorganisms and native plants present in extreme environments that are not affected by human intervention. Using high-throughput sequencing in combination with random forest and co-occurrence network analyses, we compared soil bacterial communities inhabiting the rhizosphere surrounding soil (RSS) and the corresponding bulk soil (BS) of 21 native plant species organized into three vegetation belts along the altitudinal gradient (2400-4500 m a.s.l.) of the Talabre-Lejía transect (TLT) in the slopes of the Andes in the Atacama Desert. We assessed how each plant community influenced the taxa, potential functions, and ecological interactions of the soil bacterial communities in this extreme natural ecosystem. We tested the ability of the stress gradient hypothesis, which predicts that positive species interactions become increasingly important as stressful conditions increase, to explain the interactions among members of TLT soil microbial communities. RESULTS Our comparison of RSS and BS compartments along the TLT provided evidence of plant-specific microbial community composition in the RSS and showed that bacterial communities modify their ecological interactions, in particular, their positive:negative connection ratios in the presence of plant roots at each vegetation belt. We also identified the taxa driving the transition of the BS to the RSS, which appear to be indicators of key host-microbial relationships in the rhizosphere of plants in response to different abiotic conditions. Finally, the potential functions of the bacterial communities also diverge between the BS and the RSS compartments, particularly in the extreme and harshest belts of the TLT. CONCLUSIONS In this study, we identified taxa of bacterial communities that establish species-specific relationships with native plants and showed that over a gradient of changing abiotic conditions, these relationships may also be plant community specific. These findings also reveal that the interactions among members of the soil microbial communities do not support the stress gradient hypothesis. However, through the RSS compartment, each plant community appears to moderate the abiotic stress gradient and increase the efficiency of the soil microbial community, suggesting that positive interactions may be context dependent.
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Affiliation(s)
- Dinka Mandakovic
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
- GEMA Center for Genomics, Ecology and Environment, Universidad Mayor, Santiago, Chile
| | - Constanza Aguado-Norese
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
| | - Beatriz García-Jiménez
- Center for Plant Biotechnology and Genomics, Universidad Politécnica de Madrid (UPM)/Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA)-CSIC, Madrid, Spain
- Present Address: Biome Makers Inc., West Sacramento, CA USA
| | - Christian Hodar
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
| | - Jonathan E. Maldonado
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
- Departamento de Biología, Facultad de Química y Biología, Universidad de Santiago de Chile, 9170022 Santiago, Chile
| | - Alexis Gaete
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
| | - Mauricio Latorre
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Laboratorio de Bioingeniería, Instituto de Ciencias de La Ingeniería, Universidad de O’Higgins, Rancagua, Chile
| | - Mark D. Wilkinson
- Center for Plant Biotechnology and Genomics, Universidad Politécnica de Madrid (UPM)/Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA)-CSIC, Madrid, Spain
| | - Rodrigo A. Gutiérrez
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Instituto de Biología Integrativa, Departamento de Genética Molecular y Microbiología, Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Lohengrin A. Cavieres
- Instituto de Ecología y Biodiversidad (IEB), 4070386 Concepción, Chile
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, 4070386 Concepción, Chile
| | - Joaquín Medina
- Center for Plant Biotechnology and Genomics, Universidad Politécnica de Madrid (UPM)/Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA)-CSIC, Madrid, Spain
| | - Verónica Cambiazo
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
| | - Mauricio Gonzalez
- Millennium Institute Center for Genome Regulation, Santiago, Chile
- Bioinformatic and Gene Expression Laboratory, INTA-Universidad de Chile, Santiago, Chile
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Zhang S, Sun C, Liu X, Liang Y. Enriching the endophytic bacterial microbiota of Ginkgo roots. Front Microbiol 2023; 14:1163488. [PMID: 37138610 PMCID: PMC10150934 DOI: 10.3389/fmicb.2023.1163488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 03/20/2023] [Indexed: 05/05/2023] Open
Abstract
Bacterial endophytes of Ginkgo roots take part in the secondary metabolic processes of the fossil tree and contribute to plant growth, nutrient uptake, and systemic resistance. However, the diversity of bacterial endophytes in Ginkgo roots is highly underestimated due to the lack of successful isolates and enrichment collections. The resulting culture collection contains 455 unique bacterial isolates representing 8 classes, 20 orders, 42 families, and 67 genera from five phyla: Actinobacteria, Bacteroidetes, Firmicutes, Proteobacteria, and Deinococcus-Thermus, using simply modified media (a mixed medium without any additional carbon sources [MM)] and two other mixed media with separately added starch [GM] and supplemented glucose [MSM]). A series of plant growth-promoting endophytes had multiple representatives within the culture collection. Moreover, we investigated the impact of refilling carbon sources on enrichment outcomes. Approximately 77% of the natural community of root-associated endophytes were predicted to have successfully cultivated the possibility based on a comparison of the 16S rRNA gene sequences between the enrichment collections and the Ginkgo root endophyte community. The rare or recalcitrant taxa in the root endosphere were mainly associated with Actinobacteria, Alphaproteobacteria, Blastocatellia, and Ktedonobacteria. By contrast, more operational taxonomic units (OTUs) (0.6% in the root endosphere) became significantly enriched in MM than in GM and MSM. We further found that the bacterial taxa of the root endosphere had strong metabolisms with the representative of aerobic chemoheterotrophy, while the functions of the enrichment collections were represented by the sulfur metabolism. In addition, the co-occurrence network analysis suggested that the substrate supplement could significantly impact bacterial interactions within the enrichment collections. Our results support the fact that it is better to use the enrichment to assess the cultivable potential and the interspecies interaction as well as to increase the detection/isolation of certain bacterial taxa. Taken together, this study will deepen our knowledge of the indoor endophytic culture and provide important insights into the substrate-driven enrichment.
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Affiliation(s)
- Shuangfei Zhang
- School of Minerals Processing and Bioengineering, Central South University, Changsha, China
- Key Laboratory of Biometallurgy, Ministry of Education, Changsha, Hunan, China
| | - Chongran Sun
- School of Minerals Processing and Bioengineering, Central South University, Changsha, China
- Key Laboratory of Biometallurgy, Ministry of Education, Changsha, Hunan, China
| | - Xueduan Liu
- School of Minerals Processing and Bioengineering, Central South University, Changsha, China
- Key Laboratory of Biometallurgy, Ministry of Education, Changsha, Hunan, China
| | - Yili Liang
- School of Minerals Processing and Bioengineering, Central South University, Changsha, China
- Key Laboratory of Biometallurgy, Ministry of Education, Changsha, Hunan, China
- *Correspondence: Yili Liang
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Sun N, Wang Y, Chen J, Wang P, Song W, Ma P, Duan Y, Jiao Z, Li Y. Colonization and Interaction of Bacteria Associated With Chinese Chives Affected by Ecological Compartments and Growth Conditions. Front Microbiol 2022; 13:775002. [PMID: 35237245 PMCID: PMC8883035 DOI: 10.3389/fmicb.2022.775002] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 01/14/2022] [Indexed: 11/13/2022] Open
Abstract
Chinese chive has a long history of planting in China. At present, there are many studies on endophytic bacteria and rhizosphere microorganisms of Chinese chive, but the effects of ecological compartment and growth conditions on bacterial communities in Chinese chives are unclear. Here, we aimed to elucidate the differences in bacterial a-diversity, β-diversity, community structure, core species differences, interaction networks and predicted metabolic functions among bacterial communities in different ecological compartments (the phylloplane, leaf endosphere, stem endosphere, root endosphere, and rhizosphere) in Chinese chives in an open field, a solar greenhouse, an arched shed, and a hydroponic system. Sixty samples were collected from these five ecological compartments under four growth conditions, and we compared the bacterial profiles of these groups using 16S rRNA sequencing. We evaluated the differences in diversity and composition among bacterial communities in these ecological compartments, analyzed the bacterial interaction patterns under the different growth conditions, and predicted the bacterial metabolic pathways in these ecological compartments and growth conditions. The results showed that the effects of ecological compartments on bacterial diversity, community composition, interaction network pattern, and functional expression of Chinese chives were greater than those of growth condition. Ecological compartments (R2 = 0.5292) could better explain bacterial community division than growth conditions (R2 = 0.1056). The microbial interaction networks and indicator bacteria in different ecological compartments showed that most of the bacteria that played the role of key nodes (OTUs) in each ecological compartment were bacteria with high relative abundance in the compartment. However, the bacteria that played the role of key nodes (OTUs) in bulbs were not Proteobacteria with the highest relative abundance in the compartment, but Actinobacteria that were significantly enriched in the root endosphere and rhizosphere ecological compartments. In addition, interactions among bacteria were interrupted in the hydroponic system, and specific bacterial communities and interaction patterns in Chinese chives varied among growth conditions. Prediction of metabolic functions indicated that plant metabolic activity related to stress responses and induction of system resistance was greater in belowground ecological compartments.
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Affiliation(s)
- Nan Sun
- College of Water Resources and Civil Engineering, China Agricultural University, Beijing, China
| | - Yuxin Wang
- College of Water Resources and Civil Engineering, China Agricultural University, Beijing, China
- *Correspondence: Yuxin Wang
| | - Jianhua Chen
- Pingdingshan Academy of Agricultural Sciences, Pingdingshan, China
| | - Pingzhi Wang
- College of Water Resources and Civil Engineering, China Agricultural University, Beijing, China
| | - Weitang Song
- College of Water Resources and Civil Engineering, China Agricultural University, Beijing, China
| | - Peifang Ma
- Pingdingshan Academy of Agricultural Sciences, Pingdingshan, China
| | - Yabin Duan
- Pingdingshan Academy of Agricultural Sciences, Pingdingshan, China
| | - Ziyuan Jiao
- Pingdingshan Academy of Agricultural Sciences, Pingdingshan, China
| | - Yixiao Li
- Pingdingshan Academy of Agricultural Sciences, Pingdingshan, China
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Goodwin PH. The Endosphere Microbiome of Ginseng. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11030415. [PMID: 35161395 PMCID: PMC8838582 DOI: 10.3390/plants11030415] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 01/27/2022] [Accepted: 01/30/2022] [Indexed: 05/14/2023]
Abstract
The endosphere of ginseng contains a variety of fungal, bacterial, archaeal and viral endophytes. Bacterial endophytes are primarily members of the Proteobacteria, Actinobacteria, Firmicutes and Bacteroidetes, and fungal endophytes are primarily members of the Ascomycota, Zygomycota and Basidiomycota. Although archaea and viruses have been detected in symptomless ginseng plants, little is known about them. Many but not all studies have shown roots having the highest abundance and diversity of bacterial and fungal endophytes, with some endophytes showing specificity to above or belowground tissues. Abundance often increases with root age, although diversity can decrease, possibly related to increases in potential latent fungal pathogen infections. The descriptions of many endophytes that can metabolize ginsenosides indicate an adaptation of the microbes to the unique combination of secondary metabolites found in ginseng tissues. Most research on the benefits provided by bacterial and fungal endophytes has concentrated on improved plant nutrition, growth promotion and increased disease resistance, but little on their ability to increase abiotic stress resistance. Some other areas where more research is needed is field trials with endophyte-treated plants grown in various environments, genomic/metagenomic analysis of endophytes, and the effects of endophytes on induced disease resistance and abiotic stress tolerance.
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Affiliation(s)
- Paul H Goodwin
- School of Environmental Sciences, University of Guelph, 50 Stone Road East, Guelph, ON N1G 2W1, Canada
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